Mplus VERSION 7.3
MUTHEN & MUTHEN
09/22/2014   5:16 PM

INPUT INSTRUCTIONS

  TITLE:	this is an example of a Monte Carlo simulation study for a
    two-level mixture regression for a continuous dependent variable with
          between-level categorical latent class indicators
          for a between-level categorical latent variable
  montecarlo:
  	names are y x1 x2 w ub1-ub6;
  	nobservations = 1000;
  	ncsizes = 3;
  	csizes = 40 (5) 50 (10) 20 (15);
  	genclasses = cb(2 b);
  	classes = cb(2);
  	generate = ub1-ub6(1);
  	categorical = ub1-ub6;
  	between = cb w ub1-ub6;
  	within = x1 x2;
  	seed = 3454367;
  	nrep = 1;
  	save = ex10.3.dat;

  analysis:
  	type = twolevel mixture;

  model population:

  	%within%

  	%overall%

  	x1-x2*1;
  	[x1-x2*0];

  	y on x1*2 x2*1;
  	
  	y*1;


  	%between%

  	%overall%

  	[w@0]; w@1;

  	cb#1 on w*1;

  	y on w*.7; y*.5;
  	
  	[cb#1*0];

  	[y*1];

  	%cb#1%
  	
  	[y*2.4];
  	[ub1$1-ub3$1*-1 ub4$1-ub6$1*1];

  	%cb#2%
  	[ub1$1-ub3$1*1 ub4$1-ub6$1*-1];
  	

  model:

  	%within%

  	%overall%

  	y on x1*2 x2*1;
  	
  	y*1;


  	%between%

  	%overall%

  	cb#1 on w*1;
  	y on w*.7; y*.5;
  	
  	[cb#1*0];

  	[y*1];

  	%cb#1%
  	
  	[y*2.4];
  	[ub1$1-ub3$1*-1 ub4$1-ub6$1*1];

  	%cb#2%
  	[ub1$1-ub3$1*1 ub4$1-ub6$1*-1];
  	

  output:
  	tech8 tech9;	
  	



INPUT READING TERMINATED NORMALLY



this is an example of a Monte Carlo simulation study for a
two-level mixture regression for a continuous dependent variable with
between-level categorical latent class indicators
for a between-level categorical latent variable

SUMMARY OF ANALYSIS

Number of groups                                                 1
Number of observations                                        1000

Number of replications
    Requested                                                    1
    Completed                                                    1
Value of seed                                              3454367

Number of dependent variables                                    7
Number of independent variables                                  3
Number of continuous latent variables                            0
Number of categorical latent variables                           1

Observed dependent variables

  Continuous
   Y

  Binary and ordered categorical (ordinal)
   UB1         UB2         UB3         UB4         UB5         UB6

Observed independent variables
   X1          X2          W

Categorical latent variables
   CB

Variables with special functions

  Within variables
   X1          X2

  Between variables
   W           UB1         UB2         UB3         UB4         UB5
   UB6


Estimator                                                      MLR
Information matrix                                        OBSERVED
Optimization Specifications for the Quasi-Newton Algorithm for
Continuous Outcomes
  Maximum number of iterations                                 100
  Convergence criterion                                  0.100D-05
Optimization Specifications for the EM Algorithm
  Maximum number of iterations                                 500
  Convergence criteria
    Loglikelihood change                                 0.100D-02
    Relative loglikelihood change                        0.100D-05
    Derivative                                           0.100D-02
Optimization Specifications for the M step of the EM Algorithm for
Categorical Latent variables
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
Optimization Specifications for the M step of the EM Algorithm for
Censored, Binary or Ordered Categorical (Ordinal), Unordered
Categorical (Nominal) and Count Outcomes
  Number of M step iterations                                    1
  M step convergence criterion                           0.100D-02
  Basis for M step termination                           ITERATION
  Maximum value for logit thresholds                            15
  Minimum value for logit thresholds                           -15
  Minimum expected cell size for chi-square              0.100D-01
Optimization algorithm                                         EMA
Integration Specifications
  Type                                                    STANDARD
  Number of integration points                                  15
  Dimensions of numerical integration                            1
  Adaptive quadrature                                           ON
Link                                                         LOGIT
Cholesky                                                       OFF


SUMMARY OF DATA FOR THE FIRST REPLICATION

     Cluster information

       Size (s)    Number of clusters of Size s

          5            40
         10            50
         15            20


SAMPLE STATISTICS FOR THE FIRST REPLICATION


     ESTIMATED SAMPLE STATISTICS


           Means
              Y             X1            X2            W
              ________      ________      ________      ________
 1              1.487        -0.024        -0.055        -0.087


           Covariances
              Y             X1            X2            W
              ________      ________      ________      ________
 Y              7.718
 X1             1.944         1.008
 X2             0.919        -0.020         0.961
 W              1.048         0.000         0.000         0.943


           Correlations
              Y             X1            X2            W
              ________      ________      ________      ________
 Y              1.000
 X1             0.697         1.000
 X2             0.338        -0.021         1.000
 W              0.388         0.000         0.000         1.000


     MAXIMUM LOG-LIKELIHOOD VALUE FOR THE UNRESTRICTED (H1) MODEL IS -5937.458




MODEL FIT INFORMATION

Number of Free Parameters                       21

Loglikelihood

    H0 Value

        Mean                             -1944.215
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000        -1944.215      -1944.215
           0.980       0.000        -1944.215      -1944.215
           0.950       0.000        -1944.215      -1944.215
           0.900       0.000        -1944.215      -1944.215
           0.800       0.000        -1944.215      -1944.215
           0.700       0.000        -1944.215      -1944.215
           0.500       0.000        -1944.215      -1944.215
           0.300       0.000        -1944.215      -1944.215
           0.200       0.000        -1944.215      -1944.215
           0.100       0.000        -1944.215      -1944.215
           0.050       0.000        -1944.215      -1944.215
           0.020       0.000        -1944.215      -1944.215
           0.010       0.000        -1944.215      -1944.215

Information Criteria

    Akaike (AIC)

        Mean                              3930.430
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         3930.430       3930.430
           0.980       0.000         3930.430       3930.430
           0.950       0.000         3930.430       3930.430
           0.900       0.000         3930.430       3930.430
           0.800       0.000         3930.430       3930.430
           0.700       0.000         3930.430       3930.430
           0.500       0.000         3930.430       3930.430
           0.300       0.000         3930.430       3930.430
           0.200       0.000         3930.430       3930.430
           0.100       0.000         3930.430       3930.430
           0.050       0.000         3930.430       3930.430
           0.020       0.000         3930.430       3930.430
           0.010       0.000         3930.430       3930.430

    Bayesian (BIC)

        Mean                              4033.493
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         4033.493       4033.493
           0.980       0.000         4033.493       4033.493
           0.950       0.000         4033.493       4033.493
           0.900       0.000         4033.493       4033.493
           0.800       0.000         4033.493       4033.493
           0.700       0.000         4033.493       4033.493
           0.500       0.000         4033.493       4033.493
           0.300       0.000         4033.493       4033.493
           0.200       0.000         4033.493       4033.493
           0.100       0.000         4033.493       4033.493
           0.050       0.000         4033.493       4033.493
           0.020       0.000         4033.493       4033.493
           0.010       0.000         4033.493       4033.493

    Sample-Size Adjusted BIC (n* = (n + 2) / 24)

        Mean                              3966.796
        Std Dev                              0.000
        Number of successful computations        1

             Proportions                   Percentiles
        Expected    Observed         Expected       Observed
           0.990       0.000         3966.796       3966.796
           0.980       0.000         3966.796       3966.796
           0.950       0.000         3966.796       3966.796
           0.900       0.000         3966.796       3966.796
           0.800       0.000         3966.796       3966.796
           0.700       0.000         3966.796       3966.796
           0.500       0.000         3966.796       3966.796
           0.300       0.000         3966.796       3966.796
           0.200       0.000         3966.796       3966.796
           0.100       0.000         3966.796       3966.796
           0.050       0.000         3966.796       3966.796
           0.020       0.000         3966.796       3966.796
           0.010       0.000         3966.796       3966.796



FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON ESTIMATED POSTERIOR PROBABILITIES

    Latent
   Classes

       1        568.44434          0.56844
       2        431.55566          0.43156


FINAL CLASS COUNTS AND PROPORTIONS FOR THE LATENT CLASSES
BASED ON THEIR MOST LIKELY LATENT CLASS MEMBERSHIP

Class Counts and Proportions

    Latent
   Classes

       1              575          0.57500
       2              425          0.42500


CLASSIFICATION QUALITY

     Entropy                         0.798


Average Latent Class Probabilities for Most Likely Latent Class Membership (Row)
by Latent Class (Column)

           1        2

    1   0.951    0.049
    2   0.051    0.949


Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

           1        2

    1   0.962    0.038
    2   0.066    0.934


Logits for the Classification Probabilities for the Most Likely Latent Class Membership (Column)
by Latent Class (Row)

              1        2

    1      3.225    0.000
    2     -2.657    0.000


MODEL RESULTS

                              ESTIMATES              S. E.     M. S. E.  95%  % Sig
                 Population   Average   Std. Dev.   Average             Cover Coeff
Within Level

Latent Class 1

 Y          ON
  X1                  2.000     1.9583     0.0000     0.0327     0.0017 1.000 1.000
  X2                  1.000     0.9760     0.0000     0.0339     0.0006 1.000 1.000

 Residual Variances
  Y                   1.000     1.0083     0.0000     0.0454     0.0001 1.000 1.000

Latent Class 2

 Y          ON
  X1                  2.000     1.9583     0.0000     0.0327     0.0017 1.000 1.000
  X2                  1.000     0.9760     0.0000     0.0339     0.0006 1.000 1.000

 Residual Variances
  Y                   1.000     1.0083     0.0000     0.0454     0.0001 1.000 1.000

Between Level

Latent Class 1

 Y          ON
  W                   0.700     0.7110     0.0000     0.1240     0.0001 1.000 1.000

 Intercepts
  Y                   2.400     2.1746     0.0000     0.1113     0.0508 0.000 1.000

 Thresholds
  UB1$1              -1.000    -0.9555     0.0000     0.3144     0.0020 1.000 1.000
  UB2$1              -1.000    -0.8009     0.0000     0.3642     0.0397 1.000 1.000
  UB3$1              -1.000    -0.2838     0.0000     0.3031     0.5129 0.000 0.000
  UB4$1               1.000     0.5858     0.0000     0.3306     0.1715 1.000 0.000
  UB5$1               1.000     0.4957     0.0000     0.3629     0.2543 1.000 0.000
  UB6$1               1.000     0.7593     0.0000     0.3719     0.0579 1.000 1.000

 Residual Variances
  Y                   0.500     0.4915     0.0000     0.1074     0.0001 1.000 1.000

Latent Class 2

 Y          ON
  W                   0.700     0.7110     0.0000     0.1240     0.0001 1.000 1.000

 Intercepts
  Y                   1.000     0.8885     0.0000     0.2336     0.0124 1.000 1.000

 Thresholds
  UB1$1               1.000     1.5091     0.0000     0.5703     0.2592 1.000 1.000
  UB2$1               1.000     1.2588     0.0000     0.4023     0.0670 1.000 1.000
  UB3$1               1.000     1.9430     0.0000     0.5082     0.8892 1.000 1.000
  UB4$1              -1.000    -0.6531     0.0000     0.3283     0.1204 1.000 1.000
  UB5$1              -1.000    -1.1215     0.0000     0.3850     0.0148 1.000 1.000
  UB6$1              -1.000    -0.9779     0.0000     0.3552     0.0005 1.000 1.000

 Residual Variances
  Y                   0.500     0.4915     0.0000     0.1074     0.0001 1.000 1.000

Categorical Latent Variables

Within Level

Between Level

 CB#1       ON
  W                   1.000     1.4308     0.0000     0.5295     0.1856 1.000 1.000

 Intercepts
  CB#1                0.000     0.3862     0.0000     0.4337     0.1491 1.000 0.000


QUALITY OF NUMERICAL RESULTS

     Average Condition Number for the Information Matrix      0.287E-02
       (ratio of smallest to largest eigenvalue)


TECHNICAL 1 OUTPUT


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1                0             0             0             0             0
 UB2                0             0             0             0             0
 UB3                0             0             0             0             0
 UB4                0             0             0             0             0
 UB5                0             0             0             0             0
 UB6                0             0             0             0             0
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1                0
 UB2                0             0
 UB3                0             0             0
 UB4                0             0             0             0
 UB5                0             0             0             0             0
 UB6                0             0             0             0             0
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6                0
 Y                  0             0
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 Y                  0             0             1             2             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0
 Y                  0             3
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1                0             0             0             0             0
 UB2                0             0             0             0             0
 UB3                0             0             0             0             0
 UB4                0             0             0             0             0
 UB5                0             0             0             0             0
 UB6                0             0             0             0             0
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1                0
 UB2                0             0
 UB3                0             0             0
 UB4                0             0             0             0
 UB5                0             0             0             0             0
 UB6                0             0             0             0             0
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6                0
 Y                  0             0
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 Y                  0             0             1             2             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0
 Y                  0             3
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1                0             0             0             0             0
 UB2                0             0             0             0             0
 UB3                0             0             0             0             0
 UB4                0             0             0             0             0
 UB5                0             0             0             0             0
 UB6                0             0             0             0             0
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1                0
 UB2                0             0
 UB3                0             0             0
 UB4                0             0             0             0
 UB5                0             0             0             0             0
 UB6                0             0             0             0             0
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6                0
 Y                  0             0
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             4             0             0             0


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 Y                  0             0             0             0             5
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0
 Y                  0             6
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1                0             0             0             0             0
 UB2                0             0             0             0             0
 UB3                0             0             0             0             0
 UB4                0             0             0             0             0
 UB5                0             0             0             0             0
 UB6                0             0             0             0             0
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1                0
 UB2                0             0
 UB3                0             0             0
 UB4                0             0             0             0
 UB5                0             0             0             0             0
 UB6                0             0             0             0             0
 Y                  0             0             0             0             0
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6                0
 Y                  0             0
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1                  0             7             0             0             0


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 Y                  0             0             0             0             5
 X1                 0             0             0             0             0
 X2                 0             0             0             0             0
 W                  0             0             0             0             0


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0
 Y                  0             6
 X1                 0             0             0
 X2                 0             0             0             0
 W                  0             0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS 1
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS 1
              UB6$1
              ________
 1                  0


           TAU(U) FOR LATENT CLASS 2
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1                  0             0             0             0             0


           TAU(U) FOR LATENT CLASS 2
              UB6$1
              ________
 1                  0


     PARAMETER SPECIFICATION FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS 1
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1                  8             9            10            11            12


           TAU(U) FOR LATENT CLASS 1
              UB6$1
              ________
 1                 13


           TAU(U) FOR LATENT CLASS 2
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1                 14            15            16            17            18


           TAU(U) FOR LATENT CLASS 2
              UB6$1
              ________
 1                 19


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


           ALPHA(C)
              CB#1          CB#2
              ________      ________
 1                  0             0


           GAMMA(C)
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0             0
 CB#2               0             0             0             0             0


     PARAMETER SPECIFICATION FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


           ALPHA(C)
              CB#1          CB#2
              ________      ________
 1                 20             0


           GAMMA(C)
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1               0             0             0             0            21
 CB#2               0             0             0             0             0


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1            0.000         0.000         0.000         0.000         0.000
 UB2            0.000         0.000         0.000         0.000         0.000
 UB3            0.000         0.000         0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1            0.000
 UB2            0.000         0.000
 UB3            0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6            0.000
 Y              0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         2.000         1.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         1.000
 X1             0.000         0.000         0.500
 X2             0.000         0.000         0.000         0.500
 W              0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1            0.000         0.000         0.000         0.000         0.000
 UB2            0.000         0.000         0.000         0.000         0.000
 UB3            0.000         0.000         0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1            0.000
 UB2            0.000         0.000
 UB3            0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6            0.000
 Y              0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         2.000         1.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         1.000
 X1             0.000         0.000         0.500
 X2             0.000         0.000         0.000         0.500
 W              0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1            0.000         0.000         0.000         0.000         0.000
 UB2            0.000         0.000         0.000         0.000         0.000
 UB3            0.000         0.000         0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1            1.000
 UB2            0.000         1.000
 UB3            0.000         0.000         1.000
 UB4            0.000         0.000         0.000         1.000
 UB5            0.000         0.000         0.000         0.000         1.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6            1.000
 Y              0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         2.400         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.700
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         0.500
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.500


     STARTING VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1            0.000         0.000         0.000         0.000         0.000
 UB2            0.000         0.000         0.000         0.000         0.000
 UB3            0.000         0.000         0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1            1.000
 UB2            0.000         1.000
 UB3            0.000         0.000         1.000
 UB4            0.000         0.000         0.000         1.000
 UB5            0.000         0.000         0.000         0.000         1.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6            1.000
 Y              0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         1.000         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.700
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         0.500
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.500


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS 1
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 1
              UB6$1
              ________
 1              0.000


           TAU(U) FOR LATENT CLASS 2
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 2
              UB6$1
              ________
 1              0.000


     STARTING VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS 1
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS 1
              UB6$1
              ________
 1              1.000


           TAU(U) FOR LATENT CLASS 2
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS 2
              UB6$1
              ________
 1             -1.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


           ALPHA(C)
              CB#1          CB#2
              ________      ________
 1              0.000         0.000


           GAMMA(C)
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 CB#2           0.000         0.000         0.000         0.000         0.000


     STARTING VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


           ALPHA(C)
              CB#1          CB#2
              ________      ________
 1              0.000         0.000


           GAMMA(C)
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         1.000
 CB#2           0.000         0.000         0.000         0.000         0.000


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 1


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1            0.000         0.000         0.000         0.000         0.000
 UB2            0.000         0.000         0.000         0.000         0.000
 UB3            0.000         0.000         0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1            0.000
 UB2            0.000         0.000
 UB3            0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6            0.000
 Y              0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         2.000         1.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         1.000
 X1             0.000         0.000         1.000
 X2             0.000         0.000         0.000         1.000
 W              0.000         0.000         0.000         0.000         0.000


     POPULATION VALUES FOR WITHIN LEVEL, LATENT CLASS 2


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1            0.000         0.000         0.000         0.000         0.000
 UB2            0.000         0.000         0.000         0.000         0.000
 UB3            0.000         0.000         0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1            0.000
 UB2            0.000         0.000
 UB3            0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6            0.000
 Y              0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         2.000         1.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         1.000
 X1             0.000         0.000         1.000
 X2             0.000         0.000         0.000         1.000
 W              0.000         0.000         0.000         0.000         0.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 1


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1            0.000         0.000         0.000         0.000         0.000
 UB2            0.000         0.000         0.000         0.000         0.000
 UB3            0.000         0.000         0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1            0.000
 UB2            0.000         0.000
 UB3            0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6            0.000
 Y              0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         2.400         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.700
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         0.500
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


     POPULATION VALUES FOR BETWEEN LEVEL, LATENT CLASS 2


           NU
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           NU
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           LAMBDA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB1            0.000         0.000         0.000         0.000         0.000
 UB2            0.000         0.000         0.000         0.000         0.000
 UB3            0.000         0.000         0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         1.000         0.000         0.000         0.000
 X1             0.000         0.000         1.000         0.000         0.000
 X2             0.000         0.000         0.000         1.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


           THETA
              UB1           UB2           UB3           UB4           UB5
              ________      ________      ________      ________      ________
 UB1            0.000
 UB2            0.000         0.000
 UB3            0.000         0.000         0.000
 UB4            0.000         0.000         0.000         0.000
 UB5            0.000         0.000         0.000         0.000         0.000
 UB6            0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.000
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           THETA
              UB6           Y             X1            X2            W
              ________      ________      ________      ________      ________
 UB6            0.000
 Y              0.000         0.000
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           ALPHA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 1              0.000         1.000         0.000         0.000         0.000


           BETA
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 Y              0.000         0.000         0.000         0.000         0.700
 X1             0.000         0.000         0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         0.000


           PSI
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000
 Y              0.000         0.500
 X1             0.000         0.000         0.000
 X2             0.000         0.000         0.000         0.000
 W              0.000         0.000         0.000         0.000         1.000


     POPULATION VALUES FOR LATENT CLASS INDICATOR MODEL PART (WITHIN)


           TAU(U) FOR LATENT CLASS 1
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 1
              UB6$1
              ________
 1              0.000


           TAU(U) FOR LATENT CLASS 2
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1              0.000         0.000         0.000         0.000         0.000


           TAU(U) FOR LATENT CLASS 2
              UB6$1
              ________
 1              0.000


     POPULATION VALUES FOR LATENT CLASS INDICATOR MODEL PART (BETWEEN)


           TAU(U) FOR LATENT CLASS 1
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1             -1.000        -1.000        -1.000         1.000         1.000


           TAU(U) FOR LATENT CLASS 1
              UB6$1
              ________
 1              1.000


           TAU(U) FOR LATENT CLASS 2
              UB1$1         UB2$1         UB3$1         UB4$1         UB5$1
              ________      ________      ________      ________      ________
 1              1.000         1.000         1.000        -1.000        -1.000


           TAU(U) FOR LATENT CLASS 2
              UB6$1
              ________
 1             -1.000


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART (WITHIN)


           ALPHA(C)
              CB#1          CB#2
              ________      ________
 1              0.000         0.000


           GAMMA(C)
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         0.000
 CB#2           0.000         0.000         0.000         0.000         0.000


     POPULATION VALUES FOR LATENT CLASS REGRESSION MODEL PART (BETWEEN)


           ALPHA(C)
              CB#1          CB#2
              ________      ________
 1              0.000         0.000


           GAMMA(C)
              CB#1          Y             X1            X2            W
              ________      ________      ________      ________      ________
 CB#1           0.000         0.000         0.000         0.000         1.000
 CB#2           0.000         0.000         0.000         0.000         0.000


TECHNICAL 8 OUTPUT


  TECHNICAL 8 OUTPUT FOR REPLICATION 1


  ITER  LOGLIKELIHOOD    ABS CHANGE   REL CHANGE      CLASS COUNTS    ALGORITHM
     1 -0.19536627D+04    0.0000000    0.0000000    499.289   500.711    EM
     2 -0.19466248D+04    7.0378519    0.0036024    512.060   487.940    EM
     3 -0.19459641D+04    0.6607252    0.0003394    520.590   479.410    EM
     4 -0.19455487D+04    0.4154104    0.0002135    526.890   473.110    EM
     5 -0.19452500D+04    0.2986984    0.0001535    531.856   468.144    EM
     6 -0.19450264D+04    0.2236290    0.0001150    535.930   464.070    EM
     7 -0.19448557D+04    0.1706284    0.0000877    539.363   460.637    EM
     8 -0.19447241D+04    0.1316166    0.0000677    542.312   457.688    EM
     9 -0.19446218D+04    0.1022715    0.0000526    544.878   455.122    EM
    10 -0.19445419D+04    0.0799123    0.0000411    547.134   452.866    EM
    11 -0.19444792D+04    0.0627371    0.0000323    549.132   450.868    EM
    12 -0.19444297D+04    0.0494720    0.0000254    550.911   449.089    EM
    13 -0.19443905D+04    0.0391854    0.0000202    552.502   447.498    EM
    14 -0.19443594D+04    0.0311813    0.0000160    553.929   446.071    EM
    15 -0.19443344D+04    0.0249333    0.0000128    555.213   444.787    EM
    16 -0.19443144D+04    0.0200403    0.0000103    556.371   443.629    EM
    17 -0.19442982D+04    0.0161954    0.0000083    557.417   442.583    EM
    18 -0.19442850D+04    0.0131631    0.0000068    558.363   441.637    EM
    19 -0.19442743D+04    0.0107620    0.0000055    559.221   440.779    EM
    20 -0.19442654D+04    0.0088529    0.0000046    559.999   440.001    EM
    21 -0.19442581D+04    0.0073277    0.0000038    560.706   439.294    EM
    22 -0.19442520D+04    0.0061028    0.0000031    561.349   438.651    EM
    23 -0.19442469D+04    0.0051132    0.0000026    561.935   438.065    EM
    24 -0.19442426D+04    0.0043101    0.0000022    562.470   437.530    EM
    25 -0.19442389D+04    0.0036538    0.0000019    562.959   437.041    EM
    26 -0.19442358D+04    0.0031143    0.0000016    563.406   436.594    EM
    27 -0.19442331D+04    0.0026679    0.0000014    563.815   436.185    EM
    28 -0.19442308D+04    0.0022962    0.0000012    564.191   435.809    EM
    29 -0.19442288D+04    0.0019848    0.0000010    564.536   435.464    EM
    30 -0.19442271D+04    0.0017221    0.0000009    564.853   435.147    EM
    31 -0.19442256D+04    0.0014993    0.0000008    565.146   434.854    EM
    32 -0.19442243D+04    0.0013092    0.0000007    565.415   434.585    EM
    33 -0.19442232D+04    0.0011462    0.0000006    565.664   434.336    EM
    34 -0.19442222D+04    0.0010056    0.0000005    565.893   434.107    EM
    35 -0.19442191D+04    0.0030409    0.0000016    568.043   431.957    FS
    36 -0.19442155D+04    0.0036417    0.0000019    568.265   431.735    EM
    37 -0.19442151D+04    0.0003860    0.0000002    568.444   431.556    EM


TECHNICAL 9 OUTPUT

  Error messages for each replication (if any)



SAVEDATA INFORMATION

  Order of variables

    UB1
    UB2
    UB3
    UB4
    UB5
    UB6
    Y
    X1
    X2
    W
    CB
    CLUSTER

  Save file
    ex10.3.dat

  Save file format           Free
  Save file record length    10000


     Beginning Time:  17:16:23
        Ending Time:  17:16:23
       Elapsed Time:  00:00:00



MUTHEN & MUTHEN
3463 Stoner Ave.
Los Angeles, CA  90066

Tel: (310) 391-9971
Fax: (310) 391-8971
Web: www.StatModel.com
Support: Support@StatModel.com

Copyright (c) 1998-2014 Muthen & Muthen

Back to examples